Matthew Kaney at ITP

Assignment 2: Speech

Reading and Writing Electronic Text


336

I used the speaking dictionary from Carnegie Mellon University’s computational speech group. The dictionary is a super long text document with pronunciations for basically any word you can think of, laid out like so:

...
POET'S 1 P OW1 AH0 T S
POETS 1 P OW1 AH0 T S
POFAHL 1 P AA1 F AA0 L
POFF 1 P AO1 F
...

My rough goal is to cluster words that sound similar (words that rhyme, alliterative words, homophones, etc) into abstract, tongue-twistery text. As it turns out, Python has a good way to calculate the similarity of two lists (in this case, lists of phonemes) using difflib, a module for computing differences in sequences of text.

Working on the text of the recent New York Times article on the FCC and Net Neutrality, I came up with code to generate pairs consisting of a random word from the article, plus the word that was phonetically closest to it.

HOUSEHOLD, SO-CALLED
DIETZ, ITS
CAN, AN
TECHNICAL, CRITICAL
RULES, RULE
BRANDED, BRAND
SPIGOT, BIGGEST
AWAY, WAY
IS, IMPOSE
BEGINNING, BUILDING

To generate my poem, I wrote some code to take pairs of words from the article and then link them with similar adjacent words.

proclaiming in been the a right wrote the
thinking is impose tolls tools to
turn away way were work with waiting until efficiently into
technology activist activists have had branded brand of a right
support he hear dire i think thing that at the
days the a right wrote the
east coast-west
gatekeeper power our future few days dazed brian urban dictionary
window proclaiming proclaimed we week 102
posted a the policy technology activist activists have had branded

Here’s the code:

import sys
import random
import difflib

# Function to find the closest phonetic word
def closest_word(search_word):
    closest = ['', 0]

    for word in words:
        if not word == search_word:
            matcher = difflib.SequenceMatcher(None, phoneticDictionary[search_word], phoneticDictionary[word])
            similarity = matcher.ratio()

            if similarity > closest[1]:
                closest = [word, similarity]

    return closest


# Import and populate the speaking dictionary
cmu = open('cmudict', 'r')

phoneticDictionary = {}

for line in cmu:
    tokens = line.split()

    if tokens[1] == "1":
        key = tokens[0]
        phonemes = []

        # Some syllables have a number indicating stress (e.g. "EH1").
        # We're not using it, so strip that character off.
        for phoneme in tokens[2:]:
            if not phoneme.isalpha():
                phoneme = phoneme[:-1]

            phonemes.append(phoneme)

        phoneticDictionary[key] = phonemes

cmu.close()

wordpairs = {}
lastword = ''

words = set()

for line in sys.stdin:
    line = line.strip()
    line = line.upper()

    if lastword != '':
        wordpairs[lastword] = line

    lastword = line

    if line in phoneticDictionary:
        words.add(line)

# Cycle through lines, starting each with a random word
for i in range(0, 10):
    randomWord = random.choice(list(words))
    lineWords = []

    for j in range(0, 5):
        lineWords.append(randomWord)
        lineWords.append(wordpairs[randomWord])

        if wordpairs[randomWord] in words:
            randomWord = closest_word(wordpairs[randomWord])[0]

            if randomWord in lineWords:
                break
        else:
            break

    print " ".join(lineWords).lower()

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